Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	4056
Missing cells	5226
Missing cells (%)	5.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	728.9 KiB
Average record size in memory	184.0 B

Variable types

Numeric	23

Alerts

`Age` is highly overall correlated with `Work` and 1 other fields	High correlation
`Work` is highly overall correlated with `Age`	High correlation
`DM` is highly overall correlated with `DM_Type` and 1 other fields	High correlation
`Year_DM_Diagnosed` is highly overall correlated with `DM_Duration`	High correlation
`DM_Duration` is highly overall correlated with `Year_DM_Diagnosed`	High correlation
`DM_Type` is highly overall correlated with `DM` and 1 other fields	High correlation
`HbA1C_Admission_Value` is highly overall correlated with `DM` and 1 other fields	High correlation
`Waist` is highly overall correlated with `BMI`	High correlation
`BMI` is highly overall correlated with `Waist`	High correlation
`Creatinine_Clearance` is highly overall correlated with `Age`	High correlation
`Year_DM_Diagnosed` has 1866 (46.0%) missing values	Missing
`DM_Duration` has 1866 (46.0%) missing values	Missing
`HbA1C_Admission_Value` has 1494 (36.8%) missing values	Missing
`Gender` has 1362 (33.6%) zeros	Zeros
`Education` has 969 (23.9%) zeros	Zeros
`Work` has 2923 (72.1%) zeros	Zeros
`Cardiac_Arrest_Admission` has 3973 (98.0%) zeros	Zeros
`Non_Cardiac_Condition` has 3942 (97.2%) zeros	Zeros
`Hypertension` has 1432 (35.3%) zeros	Zeros
`Dyslipidemia` has 1766 (43.5%) zeros	Zeros
`DM` has 1883 (46.4%) zeros	Zeros
`DM_Type` has 1867 (46.0%) zeros	Zeros
`DM_Treatment` has 103 (2.5%) zeros	Zeros
`Smoking_History` has 982 (24.2%) zeros	Zeros
`Lipid_24_Collected` has 599 (14.8%) zeros	Zeros

Reproduction

Analysis started	2023-03-28 17:16:51.109138
Analysis finished	2023-03-28 17:18:36.281139
Duration	1 minute and 45.17 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

Gender
Real number (ℝ)

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66420118

Minimum	0
Maximum	1
Zeros	1362
Zeros (%)	33.6%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.47232719
Coefficient of variation (CV)	0.71112067
Kurtosis	-1.5168488
Mean	0.66420118
Median Absolute Deviation (MAD)	0
Skewness	-0.69562877
Sum	2694
Variance	0.22309297
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2694	66.4%
0	1362	33.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1362	33.6%
1	2694	66.4%

Value	Count	Frequency (%)
1	2694	66.4%
0	1362	33.6%

Age
Real number (ℝ)

Distinct	79
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.358974

Minimum	18
Maximum	112
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	18
5-th percentile	40
Q1	52
median	60
Q3	69
95-th percentile	81
Maximum	112
Range	94
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	12.726133
Coefficient of variation (CV)	0.21084078
Kurtosis	-0.11991294
Mean	60.358974
Median Absolute Deviation (MAD)	9
Skewness	0.0030300895
Sum	244816
Variance	161.95446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	148	3.6%
72	138	3.4%
57	132	3.3%
60	132	3.3%
67	121	3.0%
59	119	2.9%
52	117	2.9%
56	114	2.8%
64	112	2.8%
70	111	2.7%
Other values (69)	2812	69.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	1	< 0.1%
23	1	< 0.1%
24	3	0.1%
25	6	0.1%
26	5	0.1%
27	4	0.1%
28	5	0.1%
29	5	0.1%
30	5	0.1%
31	7	0.2%

Value	Count	Frequency (%)
112	1	< 0.1%
102	1	< 0.1%
99	5	0.1%
97	2	< 0.1%
96	1	< 0.1%
95	3	0.1%
94	6	0.1%
93	6	0.1%
92	6	0.1%
91	3	0.1%

Education
Real number (ℝ)

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9164201

Minimum	0
Maximum	5
Zeros	969
Zeros (%)	23.9%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	2
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.4234834
Coefficient of variation (CV)	0.74278252
Kurtosis	-0.57701972
Mean	1.9164201
Median Absolute Deviation (MAD)	1
Skewness	0.31783119
Sum	7773
Variance	2.0263049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2	1965	48.4%
0	969	23.9%
4	645	15.9%
1	248	6.1%
5	164	4.0%
3	65	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	969	23.9%
1	248	6.1%
2	1965	48.4%
3	65	1.6%
4	645	15.9%
5	164	4.0%

Value	Count	Frequency (%)
5	164	4.0%
4	645	15.9%
3	65	1.6%
2	1965	48.4%
1	248	6.1%
0	969	23.9%

Work
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31385602

Minimum	0
Maximum	2
Zeros	2923
Zeros (%)	72.1%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	2
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.53334237
Coefficient of variation (CV)	1.6993218
Kurtosis	1.2102412
Mean	0.31385602
Median Absolute Deviation (MAD)	0
Skewness	1.4661896
Sum	1273
Variance	0.28445408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
0	2923	72.1%
1	993	24.5%
2	140	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2923	72.1%
1	993	24.5%
2	140	3.5%

Value	Count	Frequency (%)
2	140	3.5%
1	993	24.5%
0	2923	72.1%

Cardiac_Arrest_Admission
Real number (ℝ)

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.022928994

Minimum	0
Maximum	2
Zeros	3973
Zeros (%)	98.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2
Range	2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.16535103
Coefficient of variation (CV)	7.2114384
Kurtosis	69.458635
Mean	0.022928994
Median Absolute Deviation (MAD)	0
Skewness	7.9312666
Sum	93
Variance	0.027340963
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
0	3973	98.0%
1	73	1.8%
2	10	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3973	98.0%
1	73	1.8%
2	10	0.2%

Value	Count	Frequency (%)
2	10	0.2%
1	73	1.8%
0	3973	98.0%

Non_Cardiac_Condition
Real number (ℝ)

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.028106509

Minimum	0
Maximum	1
Zeros	3942
Zeros (%)	97.2%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.16529752
Coefficient of variation (CV)	5.8811117
Kurtosis	30.647113
Mean	0.028106509
Median Absolute Deviation (MAD)	0
Skewness	5.7124426
Sum	114
Variance	0.02732327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3942	97.2%
1	114	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3942	97.2%
1	114	2.8%

Value	Count	Frequency (%)
1	114	2.8%
0	3942	97.2%

Hypertension
Real number (ℝ)

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6469428

Minimum	0
Maximum	1
Zeros	1432
Zeros (%)	35.3%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.47797923
Coefficient of variation (CV)	0.73882765
Kurtosis	-1.6223864
Mean	0.6469428
Median Absolute Deviation (MAD)	0
Skewness	-0.61515349
Sum	2624
Variance	0.22846414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2624	64.7%
0	1432	35.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1432	35.3%
1	2624	64.7%

Value	Count	Frequency (%)
1	2624	64.7%
0	1432	35.3%

Dyslipidemia
Real number (ℝ)

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56459566

Minimum	0
Maximum	1
Zeros	1766
Zeros (%)	43.5%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.49587098
Coefficient of variation (CV)	0.87827628
Kurtosis	-1.9330084
Mean	0.56459566
Median Absolute Deviation (MAD)	0
Skewness	-0.26066268
Sum	2290
Variance	0.24588802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2290	56.5%
0	1766	43.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1766	43.5%
1	2290	56.5%

Value	Count	Frequency (%)
1	2290	56.5%
0	1766	43.5%

DM
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.071499

Minimum	0
Maximum	2
Zeros	1883
Zeros (%)	46.4%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	2
95-th percentile	2
Maximum	2
Range	2
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.99756365
Coefficient of variation (CV)	0.9309982
Kurtosis	-1.9804081
Mean	1.071499
Median Absolute Deviation (MAD)	0
Skewness	-0.14341799
Sum	4346
Variance	0.99513324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
2	2173	53.6%
0	1883	46.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1883	46.4%
2	2173	53.6%

Value	Count	Frequency (%)
2	2173	53.6%
0	1883	46.4%

Year_DM_Diagnosed
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	44
Distinct (%)	2.0%
Missing	1866
Missing (%)	46.0%
Infinite	0
Infinite (%)	0.0%
Mean	2000.347

Minimum	1967
Maximum	2013
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	1967
5-th percentile	1985
Q1	1996
median	2002
Q3	2007
95-th percentile	2011
Maximum	2013
Range	46
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	7.9505741
Coefficient of variation (CV)	0.0039745974
Kurtosis	0.34796469
Mean	2000.347
Median Absolute Deviation (MAD)	5
Skewness	-0.82043237
Sum	4380760
Variance	63.211629
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
2002	285	7.0%
2007	169	4.2%
1992	152	3.7%
1997	149	3.7%
2000	117	2.9%
2008	112	2.8%
2006	101	2.5%
2003	100	2.5%
2010	87	2.1%
2011	81	2.0%
Other values (34)	837	20.6%
(Missing)	1866	46.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1967	1	< 0.1%
1970	1	< 0.1%
1972	2	< 0.1%
1973	3	0.1%
1974	1	< 0.1%
1975	1	< 0.1%
1976	1	< 0.1%
1977	8	0.2%
1978	1	< 0.1%
1979	3	0.1%

Value	Count	Frequency (%)
2013	1	< 0.1%
2012	60	1.5%
2011	81	2.0%
2010	87	2.1%
2009	76	1.9%
2008	112	2.8%
2007	169	4.2%
2006	101	2.5%
2005	70	1.7%
2004	67	1.7%

DM_Duration
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	42
Distinct (%)	1.9%
Missing	1866
Missing (%)	46.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.910046

Minimum	0
Maximum	45
Zeros	30
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	10
Q3	16
95-th percentile	27.55
Maximum	45
Range	45
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.8874935
Coefficient of variation (CV)	0.66225552
Kurtosis	0.39217643
Mean	11.910046
Median Absolute Deviation (MAD)	5
Skewness	0.83482079
Sum	26083
Variance	62.212553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
10	342	8.4%
20	200	4.9%
15	173	4.3%
5	172	4.2%
12	115	2.8%
6	103	2.5%
7	91	2.2%
4	88	2.2%
2	88	2.2%
1	83	2.0%
Other values (32)	735	18.1%
(Missing)	1866	46.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	0.7%
1	83	2.0%
2	88	2.2%
3	78	1.9%
4	88	2.2%
5	172	4.2%
6	103	2.5%
7	91	2.2%
8	82	2.0%
9	40	1.0%

Value	Count	Frequency (%)
45	1	< 0.1%
42	1	< 0.1%
40	5	0.1%
38	1	< 0.1%
37	2	< 0.1%
36	1	< 0.1%
35	7	0.2%
34	1	< 0.1%
33	9	0.2%
32	16	0.4%

DM_Type
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0729783

Minimum	0
Maximum	2
Zeros	1867
Zeros (%)	46.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	2
95-th percentile	2
Maximum	2
Range	2
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.99423721
Coefficient of variation (CV)	0.92661446
Kurtosis	-1.9730146
Mean	1.0729783
Median Absolute Deviation (MAD)	0
Skewness	-0.14639868
Sum	4352
Variance	0.98850763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
2	2163	53.3%
0	1867	46.0%
1	26	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1867	46.0%
1	26	0.6%
2	2163	53.3%

Value	Count	Frequency (%)
2	2163	53.3%
1	26	0.6%
0	1867	46.0%

DM_Treatment
Real number (ℝ)

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.3454142

Minimum	0
Maximum	9
Zeros	103
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1.75
Q1	5
median	7
Q3	8
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0141959
Coefficient of variation (CV)	0.31742544
Kurtosis	1.6499285
Mean	6.3454142
Median Absolute Deviation (MAD)	1
Skewness	-1.4698797
Sum	25737
Variance	4.0569851
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	1868	46.1%
8	896	22.1%
5	489	12.1%
3	338	8.3%
9	164	4.0%
0	103	2.5%
1	100	2.5%
4	63	1.6%
6	34	0.8%
2	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	103	2.5%
1	100	2.5%
2	1	< 0.1%
3	338	8.3%
4	63	1.6%
5	489	12.1%
6	34	0.8%
7	1868	46.1%
8	896	22.1%
9	164	4.0%

Value	Count	Frequency (%)
9	164	4.0%
8	896	22.1%
7	1868	46.1%
6	34	0.8%
5	489	12.1%
4	63	1.6%
3	338	8.3%
2	1	< 0.1%
1	100	2.5%
0	103	2.5%

Smoking_History
Real number (ℝ)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.92973373

Minimum	0
Maximum	4
Zeros	982
Zeros (%)	24.2%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.67269708
Coefficient of variation (CV)	0.72353735
Kurtosis	0.70240273
Mean	0.92973373
Median Absolute Deviation (MAD)	0
Skewness	0.51647871
Sum	3771
Variance	0.45252136
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
1	2464	60.7%
0	982	24.2%
2	524	12.9%
3	85	2.1%
4	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	982	24.2%
1	2464	60.7%
2	524	12.9%
3	85	2.1%
4	1	< 0.1%

Value	Count	Frequency (%)
4	1	< 0.1%
3	85	2.1%
2	524	12.9%
1	2464	60.7%
0	982	24.2%

HbA1C_Admission_Value
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	383
Distinct (%)	14.9%
Missing	1494
Missing (%)	36.8%
Infinite	0
Infinite (%)	0.0%
Mean	7.5875995

Minimum	3.2
Maximum	88.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	3.2
5-th percentile	4.9
Q1	5.9
median	7
Q3	8.9575
95-th percentile	11.9095
Maximum	88.4
Range	85.2
Interquartile range (IQR)	3.0575

Descriptive statistics

Standard deviation	2.7882207
Coefficient of variation (CV)	0.36747072
Kurtosis	274.90232
Mean	7.5875995
Median Absolute Deviation (MAD)	1.37
Skewness	10.043542
Sum	19439.43
Variance	7.7741745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	144	3.6%
5.9	71	1.8%
5.7	69	1.7%
5.8	65	1.6%
5.3	53	1.3%
5.6	52	1.3%
5.5	52	1.3%
7	49	1.2%
5	48	1.2%
5.4	48	1.2%
Other values (373)	1911	47.1%
(Missing)	1494	36.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.2	1	< 0.1%
3.3	1	< 0.1%
3.5	1	< 0.1%
3.6	1	< 0.1%
3.75	1	< 0.1%
3.9	12	0.3%
4	23	0.6%
4.01	1	< 0.1%
4.1	4	0.1%
4.16	2	< 0.1%

Value	Count	Frequency (%)
88.4	1	< 0.1%
20	1	< 0.1%
17.5	1	< 0.1%
16.6	1	< 0.1%
16	2	< 0.1%
15.8	1	< 0.1%
15.7	2	< 0.1%
15.4	1	< 0.1%
15.3	1	< 0.1%
15.2	2	< 0.1%

Lipid_24_Collected
Real number (ℝ)

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.85281065

Minimum	0
Maximum	2
Zeros	599
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	2
Range	2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.35572748
Coefficient of variation (CV)	0.41712363
Kurtosis	1.9629583
Mean	0.85281065
Median Absolute Deviation (MAD)	0
Skewness	-1.9594277
Sum	3459
Variance	0.12654204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
1	3455	85.2%
0	599	14.8%
2	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	599	14.8%
1	3455	85.2%
2	2	< 0.1%

Value	Count	Frequency (%)
2	2	< 0.1%
1	3455	85.2%
0	599	14.8%

Heart_Rate
Real number (ℝ)

Distinct	140
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.193588

Minimum	0
Maximum	222
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	57
Q1	71
median	82
Q3	96
95-th percentile	120
Maximum	222
Range	222
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	21.050612
Coefficient of variation (CV)	0.2470915
Kurtosis	3.2586474
Mean	85.193588
Median Absolute Deviation (MAD)	12
Skewness	1.028859
Sum	345545.19
Variance	443.12824
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	299	7.4%
90	203	5.0%
70	202	5.0%
100	151	3.7%
78	136	3.4%
88	126	3.1%
75	118	2.9%
72	105	2.6%
85	101	2.5%
76	88	2.2%
Other values (130)	2527	62.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.1%
25	2	< 0.1%
27	1	< 0.1%
30	3	0.1%
34	2	< 0.1%
35	3	0.1%
36	2	< 0.1%
38	5	0.1%
40	11	0.3%
42	4	0.1%

Value	Count	Frequency (%)
222	1	< 0.1%
220	1	< 0.1%
200	2	< 0.1%
187	1	< 0.1%
180	4	0.1%
175	1	< 0.1%
174	1	< 0.1%
172	2	< 0.1%
170	3	0.1%
168	3	0.1%

Waist
Real number (ℝ)

Distinct	179
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	97.575688

Minimum	25
Maximum	194
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	25
5-th percentile	72
Q1	88
median	98
Q3	109
95-th percentile	124.25
Maximum	194
Range	169
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	17.336474
Coefficient of variation (CV)	0.17767206
Kurtosis	2.3468526
Mean	97.575688
Median Absolute Deviation (MAD)	10
Skewness	-0.34776671
Sum	395766.99
Variance	300.55332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	225	5.5%
100	172	4.2%
85	158	3.9%
110	151	3.7%
98	147	3.6%
105	132	3.3%
80	127	3.1%
88	123	3.0%
95	123	3.0%
102	111	2.7%
Other values (169)	2587	63.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25	1	< 0.1%
27	1	< 0.1%
28	1	< 0.1%
30	2	< 0.1%
32	9	0.2%
33	4	0.1%
34	5	0.1%
35	1	< 0.1%
36	8	0.2%
37	1	< 0.1%

Value	Count	Frequency (%)
194	1	< 0.1%
191	2	< 0.1%
165	1	< 0.1%
160	1	< 0.1%
155	1	< 0.1%
152	1	< 0.1%
150	4	0.1%
148	5	0.1%
147	1	< 0.1%
146	1	< 0.1%

Fasting_Blood_Glucose_Value_SI_Units
Real number (ℝ)

Distinct	1285
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6299144

Minimum	0.33
Maximum	17.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0.33
5-th percentile	4.3
Q1	5.6615
median	7.1
Q3	9.14
95-th percentile	13
Maximum	17.8
Range	17.47
Interquartile range (IQR)	3.4785

Descriptive statistics

Standard deviation	2.8220822
Coefficient of variation (CV)	0.36987076
Kurtosis	0.93879528
Mean	7.6299144
Median Absolute Deviation (MAD)	1.6
Skewness	0.78090987
Sum	30946.933
Variance	7.9641481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	82	2.0%
5.2	77	1.9%
5.6	70	1.7%
5	69	1.7%
4.8	55	1.4%
5.5	55	1.4%
6.2	54	1.3%
5.8	53	1.3%
5.4	53	1.3%
5.7	51	1.3%
Other values (1275)	3437	84.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.33	1	< 0.1%
0.38	1	< 0.1%
0.46	1	< 0.1%
0.47	1	< 0.1%
0.58	1	< 0.1%
0.61	1	< 0.1%
0.71	1	< 0.1%
0.81	1	< 0.1%
0.98	1	< 0.1%
1	1	< 0.1%

Value	Count	Frequency (%)
17.8	1	< 0.1%
17.7	2	< 0.1%
17.62	1	< 0.1%
17.6	1	< 0.1%
17.4	2	< 0.1%
17.3	3	0.1%
17.2	3	0.1%
17.17	1	< 0.1%
17.07	1	< 0.1%
17	8	0.2%

Cholesterol_Value_SI_Units
Real number (ℝ)

Distinct	816
Distinct (%)	20.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.7237163

Minimum	0.07
Maximum	15.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0.07
5-th percentile	2.89
Q1	3.82
median	4.6
Q3	5.5
95-th percentile	6.93
Maximum	15.7
Range	15.63
Interquartile range (IQR)	1.68

Descriptive statistics

Standard deviation	1.3162881
Coefficient of variation (CV)	0.27865519
Kurtosis	3.3000863
Mean	4.7237163
Median Absolute Deviation (MAD)	0.8
Skewness	0.80803421
Sum	19159.393
Variance	1.7326142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.3	83	2.0%
4.5	80	2.0%
5.2	74	1.8%
4.2	74	1.8%
4.6	73	1.8%
5.6	70	1.7%
4.9	68	1.7%
4.1	67	1.7%
4	66	1.6%
4.8	65	1.6%
Other values (806)	3336	82.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07	1	< 0.1%
0.08	3	0.1%
0.1	2	< 0.1%
0.13	1	< 0.1%
0.16	1	< 0.1%
0.17	2	< 0.1%
0.18	1	< 0.1%
0.7	1	< 0.1%
1	1	< 0.1%
1.2	1	< 0.1%

Value	Count	Frequency (%)
15.7	1	< 0.1%
13.74	1	< 0.1%
12.65	1	< 0.1%
11.8	2	< 0.1%
11.36	1	< 0.1%
11.29	1	< 0.1%
10.97	1	< 0.1%
10.12	1	< 0.1%
10	1	< 0.1%
9.91	1	< 0.1%

Triglycerides_Value_SI_Units
Real number (ℝ)

Distinct	705
Distinct (%)	17.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6339415

Minimum	0.01
Maximum	17.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.6
Q1	0.99
median	1.399
Q3	1.96
95-th percentile	3.5
Maximum	17.6
Range	17.59
Interquartile range (IQR)	0.97

Descriptive statistics

Standard deviation	1.1144582
Coefficient of variation (CV)	0.68206736
Kurtosis	34.29456
Mean	1.6339415
Median Absolute Deviation (MAD)	0.479
Skewness	4.0431901
Sum	6627.2669
Variance	1.2420171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	108	2.7%
1.1	107	2.6%
1.2	107	2.6%
1.3	102	2.5%
1.5	100	2.5%
0.8	100	2.5%
0.9	98	2.4%
1.4	95	2.3%
1.6	92	2.3%
1.8	80	2.0%
Other values (695)	3067	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	6	0.1%
0.02	3	0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.1	1	< 0.1%
0.13	1	< 0.1%
0.14	1	< 0.1%
0.18	1	< 0.1%
0.2	1	< 0.1%
0.25	1	< 0.1%

Value	Count	Frequency (%)
17.6	1	< 0.1%
17.4	1	< 0.1%
14.55	1	< 0.1%
11.56	1	< 0.1%
11.01	1	< 0.1%
10.59	1	< 0.1%
9.72	1	< 0.1%
9.14	1	< 0.1%
9	1	< 0.1%
8.88	1	< 0.1%

BMI
Real number (ℝ)

Distinct	1237
Distinct (%)	30.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.829796

Minimum	13.34
Maximum	96.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	13.34
5-th percentile	21.5
Q1	24.92
median	27.76
Q3	31.5525
95-th percentile	39.4425
Maximum	96.88
Range	83.54
Interquartile range (IQR)	6.6325

Descriptive statistics

Standard deviation	5.8932327
Coefficient of variation (CV)	0.20441465
Kurtosis	7.8727604
Mean	28.829796
Median Absolute Deviation (MAD)	3.26
Skewness	1.6722042
Sum	116933.65
Variance	34.730191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.71	40	1.0%
27.68	38	0.9%
24.22	36	0.9%
29.41	30	0.7%
29.76	28	0.7%
31.25	27	0.7%
27.34	27	0.7%
25.95	26	0.6%
31.22	25	0.6%
28.73	24	0.6%
Other values (1227)	3755	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.34	1	< 0.1%
14.84	1	< 0.1%
15.78	1	< 0.1%
16.42	2	< 0.1%
16.44	1	< 0.1%
16.77	1	< 0.1%
16.82	2	< 0.1%
16.9	1	< 0.1%
17.04	1	< 0.1%
17.07	1	< 0.1%

Value	Count	Frequency (%)
96.88	1	< 0.1%
69.25	1	< 0.1%
66.33	1	< 0.1%
65.38	1	< 0.1%
65.02	1	< 0.1%
63.57	1	< 0.1%
61.33	1	< 0.1%
57.78	1	< 0.1%
57.19	1	< 0.1%
57.16	1	< 0.1%

Creatinine_Clearance
Real number (ℝ)

Distinct	3490
Distinct (%)	86.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.393495

Minimum	5.21
Maximum	1164.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	5.21
5-th percentile	25.7575
Q1	57.455
median	82.84
Q3	110.955
95-th percentile	166.6775
Maximum	1164.7
Range	1159.49
Interquartile range (IQR)	53.5

Descriptive statistics

Standard deviation	52.864854
Coefficient of variation (CV)	0.59806273
Kurtosis	102.45995
Mean	88.393495
Median Absolute Deviation (MAD)	26.695
Skewness	6.160552
Sum	358524.01
Variance	2794.6928
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83.2	6	0.1%
86.1	6	0.1%
110.7	4	0.1%
76.26	4	0.1%
76.16	4	0.1%
79.9	4	0.1%
67.65	4	0.1%
97.17	4	0.1%
51.98	3	0.1%
102.09	3	0.1%
Other values (3480)	4014	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.21	1	< 0.1%
5.24	1	< 0.1%
5.57	1	< 0.1%
5.7	1	< 0.1%
5.98	1	< 0.1%
6.18	1	< 0.1%
6.23	1	< 0.1%
6.29	1	< 0.1%
6.33	1	< 0.1%
6.39	1	< 0.1%

Value	Count	Frequency (%)
1164.7	1	< 0.1%
1153.62	1	< 0.1%
875.43	1	< 0.1%
684.96	1	< 0.1%
626.18	1	< 0.1%
500.2	1	< 0.1%
460.63	1	< 0.1%
363.73	1	< 0.1%
321.8	1	< 0.1%
298.68	1	< 0.1%

Auto

Heatmap
Table

	Gender	Age	Education	Work	Cardiac_Arrest_Admission	Non_Cardiac_Condition	Hypertension	Dyslipidemia	DM	Year_DM_Diagnosed	DM_Duration	DM_Type	DM_Treatment	Smoking_History	HbA1C_Admission_Value	Lipid_24_Collected	Heart_Rate	Waist	Fasting_Blood_Glucose_Value_SI_Units	Cholesterol_Value_SI_Units	Triglycerides_Value_SI_Units	BMI	Creatinine_Clearance
Gender	1.000	-0.158	-0.007	0.379	0.014	-0.009	-0.208	-0.122	-0.164	0.091	-0.092	-0.161	0.047	-0.146	-0.127	0.067	-0.130	-0.035	-0.092	-0.006	-0.002	-0.173	0.106
Age	-0.158	1.000	-0.033	-0.541	-0.002	0.095	0.258	0.118	0.123	-0.298	0.300	0.133	0.001	0.260	0.029	-0.079	0.041	-0.098	0.027	-0.162	-0.213	-0.150	-0.634
Education	-0.007	-0.033	1.000	0.050	-0.019	0.007	-0.009	-0.039	-0.005	0.004	-0.006	-0.004	-0.027	-0.022	-0.013	0.004	0.007	0.003	-0.019	0.020	-0.015	0.030	0.033
Work	0.379	-0.541	0.050	1.000	-0.005	-0.069	-0.242	-0.120	-0.167	0.211	-0.211	-0.172	0.026	-0.184	-0.103	0.056	-0.062	0.023	-0.068	0.110	0.128	0.053	0.404
Cardiac_Arrest_Admission	0.014	-0.002	-0.019	-0.005	1.000	0.081	-0.006	-0.031	-0.002	-0.015	0.012	-0.004	0.025	-0.034	-0.006	-0.038	0.054	-0.024	0.031	-0.003	-0.005	-0.008	-0.041
Non_Cardiac_Condition	-0.009	0.095	0.007	-0.069	0.081	1.000	0.057	0.014	0.042	-0.053	0.055	0.042	-0.003	0.029	-0.001	-0.034	0.114	-0.019	0.014	-0.054	-0.021	-0.021	-0.169
Hypertension	-0.208	0.258	-0.009	-0.242	-0.006	0.057	1.000	0.395	0.334	-0.112	0.112	0.329	-0.038	0.145	0.198	-0.008	0.099	0.086	0.121	-0.129	0.009	0.107	-0.228
Dyslipidemia	-0.122	0.118	-0.039	-0.120	-0.031	0.014	0.395	1.000	0.327	-0.064	0.069	0.323	-0.067	0.110	0.223	0.015	0.022	0.082	0.108	-0.069	0.082	0.096	-0.098
DM	-0.164	0.123	-0.005	-0.167	-0.002	0.042	0.334	0.327	1.000	-0.022	0.026	0.988	-0.026	0.102	0.668	-0.023	0.115	0.111	0.367	-0.112	0.100	0.138	-0.102
Year_DM_Diagnosed	0.091	-0.298	0.004	0.211	-0.015	-0.053	-0.112	-0.064	-0.022	1.000	-0.995	0.069	-0.053	-0.074	-0.093	0.095	-0.064	-0.044	-0.003	0.169	0.078	-0.116	0.213
DM_Duration	-0.092	0.300	-0.006	-0.211	0.012	0.055	0.112	0.069	0.026	-0.995	1.000	-0.066	0.044	0.077	0.085	-0.095	0.060	0.046	0.004	-0.171	-0.079	0.110	-0.217
DM_Type	-0.161	0.133	-0.004	-0.172	-0.004	0.042	0.329	0.323	0.988	0.069	-0.066	1.000	-0.022	0.103	0.664	-0.021	0.109	0.109	0.365	-0.114	0.095	0.136	-0.110
DM_Treatment	0.047	0.001	-0.027	0.026	0.025	-0.003	-0.038	-0.067	-0.026	-0.053	0.044	-0.022	1.000	-0.025	-0.081	-0.013	-0.003	-0.104	-0.011	-0.011	-0.003	-0.028	0.006
Smoking_History	-0.146	0.260	-0.022	-0.184	-0.034	0.029	0.145	0.110	0.102	-0.074	0.077	0.103	-0.025	1.000	0.078	-0.005	0.022	-0.029	0.037	-0.077	-0.073	-0.001	-0.199
HbA1C_Admission_Value	-0.127	0.029	-0.013	-0.103	-0.006	-0.001	0.198	0.223	0.668	-0.093	0.085	0.664	-0.081	0.078	1.000	-0.002	0.114	0.100	0.467	0.000	0.178	0.139	0.007
Lipid_24_Collected	0.067	-0.079	0.004	0.056	-0.038	-0.034	-0.008	0.015	-0.023	0.095	-0.095	-0.021	-0.013	-0.005	-0.002	1.000	-0.043	0.033	-0.038	0.053	0.035	-0.022	0.054
Heart_Rate	-0.130	0.041	0.007	-0.062	0.054	0.114	0.099	0.022	0.115	-0.064	0.060	0.109	-0.003	0.022	0.114	-0.043	1.000	-0.010	0.152	0.014	-0.005	0.048	-0.060
Waist	-0.035	-0.098	0.003	0.023	-0.024	-0.019	0.086	0.082	0.111	-0.044	0.046	0.109	-0.104	-0.029	0.100	0.033	-0.010	1.000	0.067	-0.009	0.129	0.513	0.259
Fasting_Blood_Glucose_Value_SI_Units	-0.092	0.027	-0.019	-0.068	0.031	0.014	0.121	0.108	0.367	-0.003	0.004	0.365	-0.011	0.037	0.467	-0.038	0.152	0.067	1.000	0.021	0.095	0.107	-0.008
Cholesterol_Value_SI_Units	-0.006	-0.162	0.020	0.110	-0.003	-0.054	-0.129	-0.069	-0.112	0.169	-0.171	-0.114	-0.011	-0.077	0.000	0.053	0.014	-0.009	0.021	1.000	0.383	0.031	0.136
Triglycerides_Value_SI_Units	-0.002	-0.213	-0.015	0.128	-0.005	-0.021	0.009	0.082	0.100	0.078	-0.079	0.095	-0.003	-0.073	0.178	0.035	-0.005	0.129	0.095	0.383	1.000	0.152	0.149
BMI	-0.173	-0.150	0.030	0.053	-0.008	-0.021	0.107	0.096	0.138	-0.116	0.110	0.136	-0.028	-0.001	0.139	-0.022	0.048	0.513	0.107	0.031	0.152	1.000	0.380
Creatinine_Clearance	0.106	-0.634	0.033	0.404	-0.041	-0.169	-0.228	-0.098	-0.102	0.213	-0.217	-0.110	0.006	-0.199	0.007	0.054	-0.060	0.259	-0.008	0.136	0.149	0.380	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Gender	Age	Education	Work	Hypertension	Dyslipidemia	DM	Year_DM_Diagnosed	DM_Duration	DM_Type	DM_Treatment	Smoking_History	HbA1C_Admission_Value	Lipid_24_Collected	Heart_Rate	Waist	Fasting_Blood_Glucose_Value_SI_Units	Cholesterol_Value_SI_Units	Triglycerides_Value_SI_Units	BMI	Creatinine_Clearance
0	1	52	1	1	1	1	2	2003.0	10.0	2	3	4	NaN	2	85.193588	97.592341	7.424798	4.727462	1.654923	28.832152	88.463903
1	0	73	0	0	1	1	0	NaN	NaN	0	7	0	NaN	1	75.000000	60.000000	7.000000	5.380000	1.850000	20.000000	24.120000
2	0	64	4	0	1	1	2	2002.0	10.0	2	5	1	NaN	1	117.000000	85.000000	11.930000	5.400000	2.240000	33.290000	63.600000
3	0	56	0	0	0	1	2	1988.0	24.0	2	9	1	7.1	0	82.000000	85.000000	4.400000	4.700000	1.300000	31.220000	114.240000
4	0	78	0	0	1	0	0	NaN	NaN	0	7	1	5.6	0	90.000000	90.000000	6.200000	4.110000	1.110000	19.560000	27.550000
5	1	54	2	0	1	0	0	NaN	NaN	0	7	1	5.6	1	75.000000	91.000000	4.000000	5.200000	2.200000	23.050000	92.370000
6	0	54	2	0	0	0	0	NaN	NaN	0	7	1	NaN	0	90.000000	93.000000	9.814000	5.072000	1.048000	23.810000	73.420000
7	0	63	2	0	0	0	0	NaN	NaN	0	7	1	NaN	1	100.000000	88.000000	9.234000	6.500000	2.500000	28.300000	95.530000
8	1	62	0	0	1	1	2	2000.0	12.0	2	8	2	7.6	1	50.000000	107.000000	7.700000	4.060000	1.150000	27.180000	78.880000
9	1	59	0	0	0	1	2	2002.0	10.0	2	4	0	8.0	1	110.000000	97.000000	6.612000	7.740000	3.910000	25.240000	70.210000

	Gender	Age	Education	Work	Cardiac_Arrest_Admission	Non_Cardiac_Condition	Hypertension	Dyslipidemia	DM	Year_DM_Diagnosed	DM_Duration	DM_Type	DM_Treatment	Smoking_History	HbA1C_Admission_Value	Lipid_24_Collected	Heart_Rate	Waist	Fasting_Blood_Glucose_Value_SI_Units	Cholesterol_Value_SI_Units	Triglycerides_Value_SI_Units	BMI	Creatinine_Clearance
4046	1	74	0	0	0	0	1	1	2	1987.0	25.0	2	1	1	8.3	1	88.0	90.6	10.800	5.140	1.100	28.41	56.50
4047	1	76	4	1	0	0	1	0	0	NaN	NaN	0	7	0	NaN	0	140.0	70.0	7.960	4.178	1.322	25.71	34.66
4048	1	61	5	2	0	1	1	1	2	1993.0	20.0	2	8	1	7.4	1	87.0	90.0	4.200	5.100	2.500	29.76	50.65
4049	0	56	2	0	0	0	1	0	2	2004.0	8.0	2	3	1	8.1	0	62.0	115.0	7.200	7.440	2.320	33.12	109.82
4050	1	41	0	1	0	0	1	1	2	2006.0	7.0	2	8	2	NaN	1	106.0	79.0	12.220	5.900	1.900	27.97	88.77
4051	1	75	2	0	0	0	1	1	2	2001.0	11.0	2	5	1	8.8	1	98.0	92.0	7.500	4.670	2.220	23.51	45.28
4052	1	56	0	0	2	0	0	1	2	1996.0	15.0	2	8	0	11.6	1	120.0	93.0	7.900	6.660	1.530	29.39	83.77
4053	1	55	4	0	0	0	0	0	2	2006.0	7.0	2	8	0	11.6	1	109.0	72.0	9.200	3.950	0.800	22.84	89.61
4054	1	77	2	0	0	0	1	0	0	NaN	NaN	0	7	1	NaN	1	100.0	85.0	9.220	6.710	0.650	22.04	31.00
4055	1	73	2	0	0	0	1	1	2	1987.0	25.0	2	9	0	NaN	1	100.0	117.0	11.874	4.100	1.770	29.01	67.36

Overview

Variables

Interactions

Correlations

Missing values

Sample